Deal with GLM Fit Error NA, NaN, Inf for Logistic Regression Model in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 07:02:40

5K+ Views

When we create a general linear model for logistic regression model, we need to specify the distribution family as binomial. The error “NA/NaN/Inf” occurs when we do not specify the distribution family. Hence, family="binomial" needs to be used inside glm function while creating the logistic regression model.Example 1Following snippet creates a sample data frame −iv1

Repeat a Whole Matrix in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 07:01:13

259 Views

To repeat a whole matrix in R, we can follow the below steps −First of all, create a matrix.Then, use rep function to repeat the matrix.ExampleCreate the matrixLet’s create a matrix as shown below −M

Separate First Text Value and Remaining Text in R Data Frame Column

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:55:19

209 Views

To separate a first text value and the remaining text in R data frame column values, we can follow the below steps −First of all, create a data frame.Then, use str_split function from stringr package to separate first text value and the remaining text.ExampleCreate the data frameLet’s create a data frame as shown below −Names

Split a Number into Digits in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:52:58

4K+ Views

To split a number into digits in R, we can use strsplit function by reading the number with as.character and then reading the output with as.numeric.For example, if we have a number stored into an object called X then we can split the number stored in X into digits by using the command as follows −as.numeric(strsplit(as.character(X),"")[[1]])Example 1To split a number into digits in R, use the snippet given below −x1

Extract a Particular Level from Factor Column in an R Data Frame

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:50:59

2K+ Views

To extract a particular level from factor column in an R data frame, we can use levels function with the number of the factor.For Example, if we have a data frame called df that contains a factor column say F then we can find the third level in F by using the below given command −levels(df$F)[2]Example 1Following snippet creates a sample data frame −Grp

Count Each Category in a Data Table Column in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:46:59

501 Views

To find the count of each category in a data.table object column in R, we can follow the below steps −First of all, create a data.table object.Then, use summarise function of dplyr package after grouping along with n.ExampleCreate the data.table objectLet’s create a data.table object as shown below −library(data.table) factor

Find Percentiles for Multiple Columns in an R Data Frame

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:45:16

2K+ Views

To find the percentiles for multiple columns in R data frame, we can use apply function with quantile function and providing the quantile probabilities with probs argument.For Example, if we have a data frame called df that contains multiple columns and we want to find three percentiles 0.25, 0.70, 0.90 then we can use the command given below −apply(df[],2,quantile,probs=c(0.25,0.70,0.90))Example 1Following snippet creates a sample data frame −x1

Round Each Value to Two Decimal Places in R Data Frame

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:43:31

671 Views

To round each value to two decimal places in columns if some columns are categorical in R data frame, we can follow the below steps −First of all, create a data frame.Then, use numcolwise function from plyr package to round each value to two decimal places in columns if some columns are categorical.ExampleCreate the data frameLet’s create a data frame as shown below −Level

Check If a Set is a Subset of Another Set in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:43:12

751 Views

To check if a set is a subset of another set, we can use all function with %in% operator. For example, if we have two vectors say x and y and we want to check whether x is a subset of y then we can use the command given below −all(x %in% y)Check out the below given examples to understand how it works.Example 1To check if a set is a subset of another set in R, use the snippet given below −set_x1

Find Length of Sequence Vector in R

Nizamuddin Siddiqui
Updated on 09-Nov-2021 06:38:54

2K+ Views

A sequence vector is created by using the sequence of numbers such as 1 to 15, 21 to 51, 101 to 150, -5 to 10. The length of this type of vectors can be found only by using the length function.For example, if we have a sequence vector say X then the length of X can be found by using the command given below −length(X)Example 1To find the length of sequence vector in R, use the code given below −x1

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